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학술논문

Causal Analyses of Statin to Prevent Liver Disease Progression: A Nationwide Study Using Superlearning Targeted Maximum Likelihood Estimation

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영문명
Causal Analyses of Statin to Prevent Liver Disease Progression: A Nationwide Study Using Superlearning Targeted Maximum Likelihood Estimation
발행기관
대한약학회
저자명
Sunyoung Cho Heejo Koo Beom Kyung Kim Euna Han
간행물 정보
『약학회지』제68권 제1호(2024년), 44~55쪽, 전체 12쪽
주제분류
의약학 > 기타의약학
파일형태
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발행일자
2024.02.28
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영문 초록

Many studies have shown that statins reduce the risk of progression to liver cirrhosis (LC) and hepatocellular carcinoma (HCC) among at-risk populations. However, causality has not been proved. This study examined whether statins could prevent LC and HCC in patients with progressive and worsening chronic liver disease, using a robust methodology for causality. Between 2002 and 2013, 52,145 patients with chronic liver diseases were identified from the National Health Insurance Service database in South Korea. The inverse probability weighting (IPW) and superlearning targeted maximum likelihood estimation (TMLE) were used to assess the causality of statin use on the risk of LC and HCC, adjusting for sex, age, comorbidities, and co-medications. Multivariable superlearning TMLE revealed that statin use was associated with reduction in the incidence risk of LC (Marginal odds ratio (MOR) 0.59, 95% confidence interval [CI] 0.50-0.65) and HCC (MOR 0.59, 95% CI 0.50-0.67). Such a protective effect was more evident with atorvastatin and lipophilic statin. This population-based observational study indicated the benefit of statin use, particularly atorvastatin and lipophilic statin, for causally reducing the risk of LC and HCC.

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Introduction
Methods
Results
Discussion
Conclusion
Declarations
Acknowledgment
Conflict of Interest
References

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APA

Sunyoung Cho,Heejo Koo,Beom Kyung Kim,Euna Han. (2024).Causal Analyses of Statin to Prevent Liver Disease Progression: A Nationwide Study Using Superlearning Targeted Maximum Likelihood Estimation. 약학회지, 68 (1), 44-55

MLA

Sunyoung Cho,Heejo Koo,Beom Kyung Kim,Euna Han. "Causal Analyses of Statin to Prevent Liver Disease Progression: A Nationwide Study Using Superlearning Targeted Maximum Likelihood Estimation." 약학회지, 68.1(2024): 44-55

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